{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import requests_html\n",
    "from requests_html import HTMLSession\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.51job.com/\"\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "行业分类_xpath = '//div[@class=\"cn hlist\"]//div[@class=\"e\"]//p[@class=\"tie\"]//a/@href'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,32,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,7300,32,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#解析URL参数\n",
    "analyze_URL = r.html.xpath(行业分类_xpath)\n",
    "analyze_URL.insert(0,'https://search.51job.com/list/030200,000000,7300,32,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=')\n",
    "analyze_URL.insert(0,'https://search.51job.com/list/030200,000000,0000,32,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=')\n",
    "analyze_URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '关键词', 1: '职能', 2: '互联网/电子商务', 3: '金融/投资/证券', 4: '汽车', 5: '房地产'}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analyze_URL_str = ['关键词','职能','互联网/电子商务','金融/投资/证券','汽车','房地产']\n",
    "{k:i for k,i in enumerate(analyze_URL_str)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'关键词': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586',\n",
       "  '2',\n",
       "  '1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='],\n",
       " '职能': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '7300',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='],\n",
       " '互联网/电子商务': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '金融/投资/证券': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '03',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '汽车': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '33',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '房地产': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '26',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analyze_URL_dict = {i:analyze_URL[k].split(',') for k,i in enumerate(analyze_URL_str)}\n",
    "analyze_URL_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>关键词</th>\n",
       "      <th>职能</th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0000</td>\n",
       "      <td>7300</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>03</td>\n",
       "      <td>33</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%...</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cot...</td>\n",
       "      <td>1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cot...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 关键词  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6  %25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%...   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&postchannel=0000&workyear=99&cot...   \n",
       "\n",
       "                                                  职能  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               7300   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&postchannel=0000&workyear=99&cot...   \n",
       "\n",
       "                                            互联网/电子商务  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                            金融/投资/证券  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 03   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                                  汽车  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 33   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                                 房地产  \n",
       "0               https://search.51job.com/list/030200  \n",
       "1                                             000000  \n",
       "2                                               0000  \n",
       "3                                                 26  \n",
       "4                                                  9  \n",
       "5                                                 99  \n",
       "6                                                %2B  \n",
       "7                                                  2  \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "analyzeURL_df = pd.DataFrame(analyze_URL_dict)\n",
    "analyzeURL_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 参数构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'01': '计算机软件',\n",
       " 37: '计算机硬件',\n",
       " 38: '计算机服务(系统、数据服务、维修)',\n",
       " 31: '通信/电信/网络设备',\n",
       " 39: '通信/电信运营、增值服务',\n",
       " 32: '互联网/电子商务',\n",
       " 40: '网络游戏',\n",
       " '02': '电子技术/半导体/集成电路',\n",
       " 35: '仪器仪表/工业自动化',\n",
       " 41: '会计/审计',\n",
       " '03': '金融/投资/证券',\n",
       " 42: '银行',\n",
       " 43: '保险',\n",
       " 62: '信托/担保/拍卖/典当',\n",
       " '04': '贸易/进出口',\n",
       " 22: '批发/零售',\n",
       " '05': '快速消费品(食品、饮料、化妆品)',\n",
       " '06': '服装/纺织/皮革',\n",
       " 44: '家具/家电/玩具/礼品',\n",
       " 60: '奢侈品/收藏品/工艺品/珠宝',\n",
       " 45: '办公用品及设备',\n",
       " 14: '机械/设备/重工',\n",
       " 33: '汽车',\n",
       " 65: '汽车零配件',\n",
       " '08': '制药/生物工程',\n",
       " 46: '医疗/护理/卫生',\n",
       " 47: '医疗设备/器械',\n",
       " 12: '广告',\n",
       " 48: '公关/市场推广/会展',\n",
       " 49: '影视/媒体/艺术/文化传播',\n",
       " 13: '文字媒体/出版',\n",
       " 15: '印刷/包装/造纸',\n",
       " 26: '房地产',\n",
       " '09': '建筑/建材/工程',\n",
       " 50: '家居/室内设计/装潢',\n",
       " 51: '物业管理/商业中心',\n",
       " 34: '中介服务',\n",
       " 63: '租赁服务',\n",
       " '07': '专业服务(咨询、人力资源、财会)',\n",
       " 59: '外包服务',\n",
       " 52: '检测，认证',\n",
       " 18: '法律',\n",
       " 23: '教育/培训/院校',\n",
       " 24: '学术/科研',\n",
       " 11: '餐饮业',\n",
       " 53: '酒店/旅游',\n",
       " 17: '娱乐/休闲/体育',\n",
       " 54: '美容/保健',\n",
       " 27: '生活服务',\n",
       " 21: '交通/运输/物流',\n",
       " 55: '航天/航空',\n",
       " 19: '石油/化工/矿产/地质',\n",
       " 16: '采掘业/冶炼',\n",
       " 36: '电气/电力/水利',\n",
       " 61: '新能源',\n",
       " 56: '原材料和加工',\n",
       " 28: '政府/公共事业',\n",
       " 57: '非营利组织',\n",
       " 20: '环保',\n",
       " 29: '农/林/牧/渔',\n",
       " 58: '多元化业务集团公司'}"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#行业\n",
    "industries_str = {\"01\":\"计算机软件\",37:\"计算机硬件\",38:\"计算机服务(系统、数据服务、维修)\",31:\"通信/电信/网络设备\",39:\"通信/电信运营、增值服务\",32:\"互联网/电子商务\",40:\"网络游戏\",\"02\":\"电子技术/半导体/集成电路\",35:\"仪器仪表/工业自动化\",41:\"会计/审计\",\"03\":\"金融/投资/证券\",42:\"银行\",43:\"保险\",62:\"信托/担保/拍卖/典当\",\"04\":\"贸易/进出口\",22:\"批发/零售\",\"05\":\"快速消费品(食品、饮料、化妆品)\",\"06\":\"服装/纺织/皮革\",44:\"家具/家电/玩具/礼品\",60:\"奢侈品/收藏品/工艺品/珠宝\",45:\"办公用品及设备\",14:\"机械/设备/重工\",33:\"汽车\",65:\"汽车零配件\",\"08\":\"制药/生物工程\",46:\"医疗/护理/卫生\",47:\"医疗设备/器械\",12:\"广告\",48:\"公关/市场推广/会展\",49:\"影视/媒体/艺术/文化传播\",13:\"文字媒体/出版\",15:\"印刷/包装/造纸\",26:\"房地产\",\"09\":\"建筑/建材/工程\",50:\"家居/室内设计/装潢\",51:\"物业管理/商业中心\",34:\"中介服务\",63:\"租赁服务\",\"07\":\"专业服务(咨询、人力资源、财会)\",59:\"外包服务\",52:\"检测，认证\",18:\"法律\",23:\"教育/培训/院校\",24:\"学术/科研\",11:\"餐饮业\",53:\"酒店/旅游\",17:\"娱乐/休闲/体育\",54:\"美容/保健\",27:\"生活服务\",21:\"交通/运输/物流\",55:\"航天/航空\",19:\"石油/化工/矿产/地质\",16:\"采掘业/冶炼\",36:\"电气/电力/水利\",61:\"新能源\",56:\"原材料和加工\",28:\"政府/公共事业\",57:\"非营利组织\",20:\"环保\",29:\"农/林/牧/渔\",58:\"多元化业务集团公司\"}\n",
    "industries_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'计算机软件': '01',\n",
       " '计算机硬件': 37,\n",
       " '计算机服务(系统、数据服务、维修)': 38,\n",
       " '通信/电信/网络设备': 31,\n",
       " '通信/电信运营、增值服务': 39,\n",
       " '互联网/电子商务': 32,\n",
       " '网络游戏': 40,\n",
       " '电子技术/半导体/集成电路': '02',\n",
       " '仪器仪表/工业自动化': 35,\n",
       " '会计/审计': 41,\n",
       " '金融/投资/证券': '03',\n",
       " '银行': 42,\n",
       " '保险': 43,\n",
       " '信托/担保/拍卖/典当': 62,\n",
       " '贸易/进出口': '04',\n",
       " '批发/零售': 22,\n",
       " '快速消费品(食品、饮料、化妆品)': '05',\n",
       " '服装/纺织/皮革': '06',\n",
       " '家具/家电/玩具/礼品': 44,\n",
       " '奢侈品/收藏品/工艺品/珠宝': 60,\n",
       " '办公用品及设备': 45,\n",
       " '机械/设备/重工': 14,\n",
       " '汽车': 33,\n",
       " '汽车零配件': 65,\n",
       " '制药/生物工程': '08',\n",
       " '医疗/护理/卫生': 46,\n",
       " '医疗设备/器械': 47,\n",
       " '广告': 12,\n",
       " '公关/市场推广/会展': 48,\n",
       " '影视/媒体/艺术/文化传播': 49,\n",
       " '文字媒体/出版': 13,\n",
       " '印刷/包装/造纸': 15,\n",
       " '房地产': 26,\n",
       " '建筑/建材/工程': '09',\n",
       " '家居/室内设计/装潢': 50,\n",
       " '物业管理/商业中心': 51,\n",
       " '中介服务': 34,\n",
       " '租赁服务': 63,\n",
       " '专业服务(咨询、人力资源、财会)': '07',\n",
       " '外包服务': 59,\n",
       " '检测，认证': 52,\n",
       " '法律': 18,\n",
       " '教育/培训/院校': 23,\n",
       " '学术/科研': 24,\n",
       " '餐饮业': 11,\n",
       " '酒店/旅游': 53,\n",
       " '娱乐/休闲/体育': 17,\n",
       " '美容/保健': 54,\n",
       " '生活服务': 27,\n",
       " '交通/运输/物流': 21,\n",
       " '航天/航空': 55,\n",
       " '石油/化工/矿产/地质': 19,\n",
       " '采掘业/冶炼': 16,\n",
       " '电气/电力/水利': 36,\n",
       " '新能源': 61,\n",
       " '原材料和加工': 56,\n",
       " '政府/公共事业': 28,\n",
       " '非营利组织': 57,\n",
       " '环保': 20,\n",
       " '农/林/牧/渔': 29,\n",
       " '多元化业务集团公司': 58}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "industries_参数构建 = {value:key for key,value in industries_str.items()}\n",
    "industries_参数构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/jquery.js?20180319'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/js/2016/pointtrack.js?20210511'>,\n",
       " <Element 'script' language='javascript' src='//js.51jobcdn.com/in/js/2016/login/jquery.placeholder.min.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/utils.header.2bf76207.js'>,\n",
       " <Element 'script' language='javascript'>,\n",
       " <Element 'script' >,\n",
       " <Element 'script' >,\n",
       " <Element 'script' type='text/javascript'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'>,\n",
       " <Element 'script' type='text/javascript' src='//js.51jobcdn.com/in/resource/js/2021/search/index.b1d5970a.js'>,\n",
       " <Element 'script' >]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#工作年限\n",
    "script_list = r.html.xpath('//script')\n",
    "script_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://js.51jobcdn.com/in/resource/js/2021/search/common.f182f3d4.js'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "script_url= \"http:\"+script_list[-3].html.split(\"\\\"\")[3]\n",
    "script_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "res = session.get(script_url)\n",
    "res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"在校生/应届生\"},{k:\"02\",v:\"1-3年\"},{k:\"03\",v:\"3-5年\"},{k:\"04\",v:\"5-10年\"},{k:\"05\",v:\"10年以上\"},{k:\"06\",v:\"无需经验\"}]'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workyear = res.content.decode('gbk').split('window.d_search_workyear=')[1].split(',window.d_search_providesalary')[0]\n",
    "workyear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'所有': '99',\n",
       " '在校生/应届生': '01',\n",
       " '1-3年': '02',\n",
       " '3-5年': '03',\n",
       " '5-10年': '04',\n",
       " '十年以上': '05',\n",
       " '无需经验': '06'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workyear_str = ['所有','在校生/应届生','1-3年','3-5年','5-10年','十年以上','无需经验']\n",
    "workyear_code = ['99','01','02','03','04','05','06']\n",
    "workyear_dict = {i:workyear_code[k] for k,i in enumerate(workyear_str)}\n",
    "workyear_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'[{k:\"99\",v:\"请选择\"},{k:\"01\",v:\"初中及以下\"},{k:\"02\",v:\"高中/中技/中专\"},{k:\"03\",v:\"大专\"},{k:\"04\",v:\"本科\"},{k:\"05\",v:\"硕士\"},{k:\"06\",v:\"博士\"},{k:\"07\",v:\"无学历要求\"}]'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "degreefrom = res.content.decode('gbk').split('window.d_search_degreefrom=')[1].split(',window.d_search_jobterm')[0]\n",
    "degreefrom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'请选择': '99',\n",
       " '初中及以下': '01',\n",
       " '高中/中技/中专': '02',\n",
       " '大专': '03',\n",
       " '本科': '04',\n",
       " '硕士': '05',\n",
       " '博士': '06',\n",
       " '无学历要求': '07'}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "degreefrom_str = ['请选择','初中及以下','高中/中技/中专','大专','本科','硕士','博士','无学历要求']\n",
    "degreefrom_code = ['99','01','02','03','04','05','06','07']\n",
    "degreefrom_dict = {i:degreefrom_code[k] for k,i in enumerate(degreefrom_str)}\n",
    "degreefrom_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生产URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https',\n",
       " 'search.51job.com',\n",
       " '/list/030200,000000,0000,32,9,99,%2B,2,1.html',\n",
       " '',\n",
       " 'lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " '']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(analyze_URL[2])\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "参数模版_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/list/030200', '000000', '0000', '32', '9', '99', '%2B', '2', '1.html']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业参数 = 参数模版_list[2].split(',')\n",
    "行业参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'lang': 'c',\n",
       " 'stype': '1',\n",
       " 'postchannel': '0000',\n",
       " 'workyear': '99',\n",
       " 'cotype': '99°reefrom',\n",
       " 'jobterm': '99',\n",
       " 'companysize': '99',\n",
       " 'lonlat': '0%2C0',\n",
       " 'radius': '-1',\n",
       " 'ord_field': '0',\n",
       " 'confirmdate': '9',\n",
       " 'fromType': '',\n",
       " 'dibiaoid': '0',\n",
       " 'address': '',\n",
       " 'line': '',\n",
       " 'specialarea': '00',\n",
       " 'from': '',\n",
       " 'welfare': ''}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "条件参数 = {i.split(\"=\")[0]:i.split(\"=\")[1] for i in 参数模版.query.split(\"&\")} \n",
    "条件参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url生成(keyword, industries, workyear, degreefrom):\n",
    "    industries_value = industries_参数构建[industries]\n",
    "    workyear_value = workyear_dict[workyear]\n",
    "    degreefrom_value = degreefrom_dict[degreefrom]\n",
    "    keyword_value = urllib.parse.quote(keyword)\n",
    "    行业参数[3] = str(industries_value)\n",
    "    行业参数[6] = str(keyword_value)\n",
    "    条件参数[\"workyear\"] = workyear_value\n",
    "    条件参数[\"degreefrom\"] = degreefrom_value\n",
    "    完整条件参数 = \"&\".join([k+\"=\"+v for k,v in 条件参数.items()])\n",
    "    参数模版_list[4] = 完整条件参数\n",
    "    完整参数 = \",\".join(行业参数)\n",
    "    参数模版_list[2] = 完整参数\n",
    "    url =  urllib.parse.urlunparse(参数模版_list) \n",
    "    return (url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,1.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04'"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_url = url生成(\"产品经理\",\"计算机软件\",\"3-5年\",\"本科\")\n",
    "new_url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.get(new_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"top_ads\":[{\"type\":\"top_ads\",\"jt\":\"1\",\"tags\":[\"hot\"],\"ad_track\":\"1\",\"jobid\":\"130030771\",\"coid\":\"2931095\",\"effect\":\"1\",\"is_special_job\":\"1\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130030771.html?s=sou_sou_soulb&amp;t=1\",\"job_name\":\"业务分析师\\\\/产品经理（康养产品）\",\"job_title\":\"业务分析师\\\\/产品经理（康养产品）\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2931095.html\",\"company_name\":\"广东德润管理咨询有限公司\",\"providesalary_text\":\"1.7-2.5万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-22\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"6\",\"issuedate\":\"2021-05-22 09:00:01\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 交通补贴 通讯补贴 餐饮补贴 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      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "__SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "__SEARCH_RESULT__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [{'type': 'top_ads',\n",
       "   'jt': '1',\n",
       "   'tags': ['hot'],\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2931095.html',\n",
       "   'company_name': '广东德润管理咨询有限公司',\n",
       "   'providesalary_text': '1.7-2.5万\\\\/月',\n",
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       "   'workarea_text': '广州-天河区',\n",
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       "   'jobwelf': '五险一金 交通补贴 通讯补贴 餐饮补贴 周末双休',\n",
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       "   'companyind_text': '房地产',\n",
       "   'adid': '35301280'}],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
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       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5658036.html',\n",
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       "   'providesalary_text': '20-30万\\\\/年',\n",
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       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
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       "   'issuedate': '2021-05-22 14:58:42',\n",
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       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 五险一金 绩效奖金 全勤奖 节日福利 交通补贴 高提成 加班补贴',\n",
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       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
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       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
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       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6102175.html',\n",
       "   'company_name': '广东康云科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-22',\n",
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       "   'issuedate': '2021-05-22 11:54:09',\n",
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       "   'companyind_text': '计算机软件',\n",
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       "  {'type': 'engine_search_result',\n",
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       "   'tags': [],\n",
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       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
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       "   'degreefrom': '6',\n",
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       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
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       "   'jobwelf': '五险一金 周末双休 年终奖金 老板同事nice 弹性工作 免费零食饮料 定期体检 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '周末双休',\n",
       "    '年终奖金',\n",
       "    '老板同事nice',\n",
       "    '弹性工作',\n",
       "    '免费零食饮料',\n",
       "    '定期体检',\n",
       "    '绩效奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
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       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 专业培训 定期体检 餐饮补贴',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '专业培训', '定期体检', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
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       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131549700.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5745824.html',\n",
       "   'company_name': '广州新赫铖宇信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 定期体检 专业培训 人性化福利 五险一金 年终奖金 绩效奖金',\n",
       "   'jobwelf_list': ['弹性工作', '定期体检', '专业培训', '人性化福利', '五险一金', '年终奖金', '绩效奖金'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132082595',\n",
       "   'coid': '6475104',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132082595.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '社交产品经理 (MJ003587)',\n",
       "   'job_title': '社交产品经理 (MJ003587)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coBWVVNVM3AzgCZgRnUDE.html',\n",
       "   'company_name': '广州欢聚时代信息科技有限公司',\n",
       "   'providesalary_text': '2-3万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '5000-10000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129308251',\n",
       "   'coid': '5937381',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129308251.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5937381.html',\n",
       "   'company_name': '海口人银融金科技有限公司',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 周末双休 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '周末双休', '带薪年假'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122119090',\n",
       "   'coid': '5625372',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/122119090.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（急聘）',\n",
       "   'job_title': '产品经理（急聘）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5625372.html',\n",
       "   'company_name': '广州星锐网络科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 交通补贴 餐饮补贴 通讯补贴 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '交通补贴', '餐饮补贴', '通讯补贴', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129331200',\n",
       "   'coid': '2758227',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/129331200.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '游戏平台产品经理（用户产品方向）',\n",
       "   'job_title': '游戏平台产品经理（用户产品方向）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2758227.html',\n",
       "   'company_name': '字节跳动',\n",
       "   'providesalary_text': '1.5-3万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 06:29:36',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '下午茶 六险一金 团队氛围好 晋升空间大 带薪休假 扁平管理 用户过亿 大牛带队 免费三餐 租房补贴',\n",
       "   'jobwelf_list': ['下午茶',\n",
       "    '六险一金',\n",
       "    '团队氛围好',\n",
       "    '晋升空间大',\n",
       "    '带薪休假',\n",
       "    '扁平管理',\n",
       "    '用户过亿',\n",
       "    '大牛带队',\n",
       "    '免费三餐',\n",
       "    '租房补贴'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128000177',\n",
       "   'coid': '2555714',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/128000177.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（需求分析）',\n",
       "   'job_title': '产品经理（需求分析）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2555714.html',\n",
       "   'company_name': '中软国际科技服务有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-13',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-13 18:07:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131075529',\n",
       "   'coid': '2286609',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131075529.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '平台产品经理',\n",
       "   'job_title': '平台产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2286609.html',\n",
       "   'company_name': 'UC优视（UC浏览器）',\n",
       "   'providesalary_text': '1-1.6万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 14:41:40',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '做五休二 带薪年假 五险一金 绩效奖金 餐饮补贴',\n",
       "   'jobwelf_list': ['做五休二', '带薪年假', '五险一金', '绩效奖金', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131406609',\n",
       "   'coid': '2717032',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131406609.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2717032.html',\n",
       "   'company_name': '航天信息（广东）有限公司',\n",
       "   'providesalary_text': '10-12万\\\\/年',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 10:10:31',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '做五休二 带薪年假 五险一金 绩效奖金 全勤奖 节日福利 专业培训 住房补贴 餐饮补贴 通讯补贴',\n",
       "   'jobwelf_list': ['做五休二',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '住房补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机硬件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127069424',\n",
       "   'coid': '2411617',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127069424.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2411617.html',\n",
       "   'company_name': '大连亿达信息技术有限公司深圳分公司',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-06',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-06 14:42:42',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充商业保险 公积金 年终奖金 员工旅游 定期体检 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '补充商业保险', '公积金', '年终奖金', '员工旅游', '定期体检', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招4人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130184571',\n",
       "   'coid': '981918',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130184571.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co981918.html',\n",
       "   'company_name': '福建福诺移动通信技术有限公司',\n",
       "   'providesalary_text': '18-25万\\\\/年',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '04-19',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-04-19 11:11:58',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131188625',\n",
       "   'coid': '6440357',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131188625.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '线上课程产品经理',\n",
       "   'job_title': '线上课程产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coAmIGZgJlAT8DZQ1rAmA.html',\n",
       "   'company_name': '广州儿济健康科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 22:48:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '七险一金 13薪',\n",
       "   'jobwelf_list': ['七险一金', '13薪'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129185658',\n",
       "   'coid': '5374888',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/129185658.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '电商产品经理',\n",
       "   'job_title': '电商产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5374888.html',\n",
       "   'company_name': '广州汇睿网络科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 17:48:44',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 年终奖金 购买社保 餐饮补贴',\n",
       "   'jobwelf_list': ['员工旅游', '年终奖金', '购买社保', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132006347',\n",
       "   'coid': '4918519',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132006347.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '硬件产品经理',\n",
       "   'job_title': '硬件产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4918519.html',\n",
       "   'company_name': '广州盛古信息科技有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 17:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 通讯补贴 员工旅游 年终奖金 股票期权 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '员工旅游',\n",
       "    '年终奖金',\n",
       "    '股票期权',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127860386',\n",
       "   'coid': '3220050',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/127860386.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '系统产品经理',\n",
       "   'job_title': '系统产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3220050.html',\n",
       "   'company_name': '广州天源信息科技股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 17:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 周末双休 员工旅游 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '周末双休', '员工旅游', '绩效奖金'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130099272',\n",
       "   'coid': '6273469',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/130099272.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'SAAS软件产品经理',\n",
       "   'job_title': 'SAAS软件产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6273469.html',\n",
       "   'company_name': '广州宏数科技有限公司',\n",
       "   'providesalary_text': '1.3-1.5万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 16:51:13',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '餐饮补贴 专业培训 带薪年假 股权激励 分红激励 行业平台优势 扁平管理 年轻热血团队 老板nice 谈机会也谈钱',\n",
       "   'jobwelf_list': ['餐饮补贴',\n",
       "    '专业培训',\n",
       "    '带薪年假',\n",
       "    '股权激励',\n",
       "    '分红激励',\n",
       "    '行业平台优势',\n",
       "    '扁平管理',\n",
       "    '年轻热血团队',\n",
       "    '老板nice',\n",
       "    '谈机会也谈钱'],\n",
       "   'attribute_text': ['广州-白云区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128201329',\n",
       "   'coid': '5429161',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/128201329.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5429161.html',\n",
       "   'company_name': '广州市悦到信息科技有限公司',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 16:20:32',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 绩效奖金 年终奖金 弹性工作 定期体检 免费班车 周末双休',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '定期体检',\n",
       "    '免费班车',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131674857',\n",
       "   'coid': '3783481',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131674857.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（物联网产品）',\n",
       "   'job_title': '产品经理（物联网产品）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3783481.html',\n",
       "   'company_name': '广东旭诚科技有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 16:16:15',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 五险一金 员工旅游 专业培训 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['周末双休', '五险一金', '员工旅游', '专业培训', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131876205',\n",
       "   'coid': '6403600',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131876205.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（软件）',\n",
       "   'job_title': '产品经理（软件）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6403600.html',\n",
       "   'company_name': '高勘（广州）技术有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 15:52:29',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 年终奖金 专业培训 绩效奖金 餐饮补贴',\n",
       "   'jobwelf_list': ['五险一金', '年终奖金', '专业培训', '绩效奖金', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '通信\\\\/电信\\\\/网络设备',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128765030',\n",
       "   'coid': '3801205',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/128765030.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3801205.html',\n",
       "   'company_name': '深圳市优苗健康科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 15:44:26',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 通讯补贴 专业培训 定期体检 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '交通补贴', '通讯补贴', '专业培训', '定期体检', '绩效奖金'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121391353',\n",
       "   'coid': '2954361',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/121391353.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '电商产品经理',\n",
       "   'job_title': '电商产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2954361.html',\n",
       "   'company_name': '广州市数商云网络科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 15:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 弹性工作',\n",
       "   'jobwelf_list': ['员工旅游', '弹性工作'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131418420',\n",
       "   'coid': '3069518',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131418420.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3069518.html',\n",
       "   'company_name': '广州卓勤信息技术有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 14:59:52',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 社会保险 年终奖金 定期评估调薪 绩效奖金 节日福利 带薪休假 专业培训 员工旅游 贡献奖',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '社会保险',\n",
       "    '年终奖金',\n",
       "    '定期评估调薪',\n",
       "    '绩效奖金',\n",
       "    '节日福利',\n",
       "    '带薪休假',\n",
       "    '专业培训',\n",
       "    '员工旅游',\n",
       "    '贡献奖'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130695390',\n",
       "   'coid': '5313411',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/130695390.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '中级产品经理（驻点南航）',\n",
       "   'job_title': '中级产品经理（驻点南航）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5313411.html',\n",
       "   'company_name': '广州恒通信息技术有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030208',\n",
       "   'workarea_text': '广州-花都区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 14:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 年终奖金 弹性工作 专业培训',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '年终奖金', '弹性工作', '专业培训'],\n",
       "   'attribute_text': ['广州-花都区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131364308',\n",
       "   'coid': '434903',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/131364308.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co434903.html',\n",
       "   'company_name': '广东艾科智泊科技股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030202',\n",
       "   'workarea_text': '广州-荔湾区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 12:47:32',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 定期体检 周末双休 带薪年假 节日福利 交通补贴 通讯补贴 餐饮补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '带薪年假',\n",
       "    '节日福利',\n",
       "    '交通补贴',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴'],\n",
       "   'attribute_text': ['广州-荔湾区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130922972',\n",
       "   'coid': '5755110',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/130922972.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '数据产品经理',\n",
       "   'job_title': '数据产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5755110.html',\n",
       "   'company_name': '广州万视智能科技有限责任公司',\n",
       "   'providesalary_text': '1.5-2.2万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 12:45:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 弹性工作 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '弹性工作', '绩效奖金'],\n",
       "   'attribute_text': ['广州-白云区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130436037',\n",
       "   'coid': '5995696',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/130436037.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5995696.html',\n",
       "   'company_name': '凯迪网络信息科技（广州）有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 12:07:52',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 专业培训 绩效奖金 补充医疗保险 股票期权 年终奖金 包三餐 定期体检',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '弹性工作',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '补充医疗保险',\n",
       "    '股票期权',\n",
       "    '年终奖金',\n",
       "    '包三餐',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '77667151',\n",
       "   'coid': '2835403',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/77667151.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2835403.html',\n",
       "   'company_name': '广州像素数据技术股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 11:48:35',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 交通补贴 餐饮补贴 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '交通补贴', '餐饮补贴', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机服务(系统、数据服务、维修)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128770639',\n",
       "   'coid': '2017003',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128770639.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（Y）',\n",
       "   'job_title': '产品经理（Y）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2017003.html',\n",
       "   'company_name': '联奕科技股份有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 11:03:37',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 定期体检 专业培训 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '定期体检', '专业培训', '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128377932',\n",
       "   'coid': '5496105',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128377932.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '广告投放产品经理',\n",
       "   'job_title': '广告投放产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5496105.html',\n",
       "   'company_name': '贪玩游戏',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 11:01:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 年终奖金 专业培训 美味三餐 部门团建 全勤奖 带薪年假',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '定期体检',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '美味三餐',\n",
       "    '部门团建',\n",
       "    '全勤奖',\n",
       "    '带薪年假'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131981386',\n",
       "   'coid': '3048399',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131981386.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（橱衣柜）',\n",
       "   'job_title': '产品经理（橱衣柜）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3048399.html',\n",
       "   'company_name': '广东三维家信息科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 11:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 免费班车 餐饮补贴 通讯补贴 带薪年假',\n",
       "   'jobwelf_list': ['五险一金', '免费班车', '餐饮补贴', '通讯补贴', '带薪年假'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129496792',\n",
       "   'coid': '4082915',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/129496792.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '数据产品经理',\n",
       "   'job_title': '数据产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4082915.html',\n",
       "   'company_name': '广东泰迪智能科技股份有限公司',\n",
       "   'providesalary_text': '15-30万\\\\/年',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 11:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 年终奖金 股票期权 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '年终奖金', '股票期权', '定期体检'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127251229',\n",
       "   'coid': '3894238',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/127251229.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'BIM产品经理',\n",
       "   'job_title': 'BIM产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3894238.html',\n",
       "   'company_name': '广东星层建筑科技股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 10:59:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131198246',\n",
       "   'coid': '3740581',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131198246.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'CRM产品经理',\n",
       "   'job_title': 'CRM产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3740581.html',\n",
       "   'company_name': '广州快批信息科技有限公司',\n",
       "   'providesalary_text': '1-1.6万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 10:48:09',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '提供中午餐 下午茶 五险一金 补充医疗保险 员工旅游 专业培训 绩效奖金 定期体检',\n",
       "   'jobwelf_list': ['提供中午餐',\n",
       "    '下午茶',\n",
       "    '五险一金',\n",
       "    '补充医疗保险',\n",
       "    '员工旅游',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '定期体检'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124269579',\n",
       "   'coid': '3772851',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/124269579.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '商家端产品经理 (MJ000097)',\n",
       "   'job_title': '商家端产品经理 (MJ000097)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3772851.html',\n",
       "   'company_name': '搜款网VVIC',\n",
       "   'providesalary_text': '1.8-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 10:26:24',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 绩效奖金 五险一金 年终奖金 专业培训',\n",
       "   'jobwelf_list': ['弹性工作', '绩效奖金', '五险一金', '年终奖金', '专业培训'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128917367',\n",
       "   'coid': '2695935',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128917367.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2695935.html',\n",
       "   'company_name': '广东德生科技股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 10:18:28',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 周末双休 节日福利 专业培训',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '周末双休', '节日福利', '专业培训'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130377143',\n",
       "   'coid': '6092263',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130377143.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6092263.html',\n",
       "   'company_name': '广州金科文化科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 09:45:06',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121492831',\n",
       "   'coid': '5032931',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/121492831.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5032931.html',\n",
       "   'company_name': '广州市我购科技有限公司',\n",
       "   'providesalary_text': '1.5-1.8万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 09:28:48',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险 加班补贴 交通补贴 不定时聚餐 通讯补贴 下午茶',\n",
       "   'jobwelf_list': ['五险', '加班补贴', '交通补贴', '不定时聚餐', '通讯补贴', '下午茶'],\n",
       "   'attribute_text': ['广州-白云区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128235862',\n",
       "   'coid': '2633111',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/128235862.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '高级产品经理',\n",
       "   'job_title': '高级产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2633111.html',\n",
       "   'company_name': '广州文冠信息科技有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 09:27:46',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 绩效奖金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '绩效奖金', '年终奖金'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '116894730',\n",
       "   'coid': '3905767',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/116894730.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '电商产品经理',\n",
       "   'job_title': '电商产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3905767.html',\n",
       "   'company_name': '蜘点商业网络服务有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 09:22:35',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 股票期权 全勤奖 五险一金 带薪年假',\n",
       "   'jobwelf_list': ['员工旅游', '股票期权', '全勤奖', '五险一金', '带薪年假'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131478265',\n",
       "   'coid': '2759138',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131478265.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理助理',\n",
       "   'job_title': '产品经理助理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2759138.html',\n",
       "   'company_name': '广州市卓为信息技术有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 08:47:05',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '团队大 技术牛人多 包餐 年终丰厚 头部企业',\n",
       "   'jobwelf_list': ['团队大', '技术牛人多', '包餐', '年终丰厚', '头部企业'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131625436',\n",
       "   'coid': '135360',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/131625436.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co135360.html',\n",
       "   'company_name': '广州万迅电脑软件有限公司',\n",
       "   'providesalary_text': '8-9千\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 07:56:02',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 弹性工作 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '弹性工作', '年终奖金'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131742993',\n",
       "   'coid': '3706093',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131742993.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '大数据产品经理',\n",
       "   'job_title': '大数据产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3706093.html',\n",
       "   'company_name': '广州壹豆网络科技有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 弹性工作 定期体检 周末双休 专业培训 带薪年假',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '专业培训',\n",
       "    '带薪年假'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131077353',\n",
       "   'coid': '2002201',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131077353.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2002201.html',\n",
       "   'company_name': '广州电子口岸管理有限公司',\n",
       "   'providesalary_text': '0.8-1.3万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 交通补贴 餐饮补贴 通讯补贴 绩效奖金 年终奖金 定期体检 周末双休 带薪年假',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '补充医疗保险',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '定期体检',\n",
       "    '周末双休',\n",
       "    '带薪年假'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132005121',\n",
       "   'coid': '123897',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132005121.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co123897.html',\n",
       "   'company_name': '广州市玄武无线科技股份有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:53',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 年终奖金 餐饮补贴 定期体检 员工旅游',\n",
       "   'jobwelf_list': ['五险一金', '专业培训', '年终奖金', '餐饮补贴', '定期体检', '员工旅游'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '132048844',\n",
       "   'coid': '6557234',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/132048844.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理\\\\/软件产品经理',\n",
       "   'job_title': '互联网产品经理\\\\/软件产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coUTFXNgJkVm9SNVY2XTw.html',\n",
       "   'company_name': '广州六榕觉志科技有限公司',\n",
       "   'providesalary_text': '1.2-1.7万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 04:00:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 专业培训 定期体检 节日福利 下午茶 员工生日会 带薪年假',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '节日福利',\n",
       "    '下午茶',\n",
       "    '员工生日会',\n",
       "    '带薪年假'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '123119845',\n",
       "   'coid': '1204119',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/123119845.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（广州）',\n",
       "   'job_title': '产品经理（广州）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1204119.html',\n",
       "   'company_name': '上海吉贝克信息技术有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-22',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-22 00:20:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 通讯补贴 办公补贴 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '通讯补贴', '办公补贴', '绩效奖金'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127618827',\n",
       "   'coid': '5607460',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/127618827.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（急聘）',\n",
       "   'job_title': '产品经理（急聘）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5607460.html',\n",
       "   'company_name': '广州冠鹏信息技术有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-21',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-21 22:10:16',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险 绩效奖金 技能培训 股票期权 带薪年假 员工旅游 节日福利',\n",
       "   'jobwelf_list': ['五险', '绩效奖金', '技能培训', '股票期权', '带薪年假', '员工旅游', '节日福利'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''}],\n",
       " 'jobid_count': '499',\n",
       " 'banner_ads': '&lt;div class=\"mainleft s_search search_btm0\" id=\"banner_ads\"&gt;\\r\\n                                        &lt;table border=0 cellspacing=0 cellpadding=4&gt;&lt;tr&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35252748\" onmousedown=\"return AdsClick(35252748)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/gz\\\\/35252748\\\\/index.htm\" title=\"捷普电子（广州）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35253\\\\/35252748\\\\/jp150.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35287308\" onmousedown=\"return AdsClick(35287308)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\" title=\"广州大晟健康管理有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244159\" onmousedown=\"return AdsClick(35244159)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244159\\\\/index.htm\" title=\"纯雅（广州）香精有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244159\\\\/3.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244187\" onmousedown=\"return AdsClick(35244187)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244187\\\\/index.htm\" title=\"高化学（上海）国际贸易有限公司广州分公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244187\\\\/5.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212289\" onmousedown=\"return AdsClick(35212289)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/index.htm\" title=\"广东定格文化传播有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/39.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212295\" onmousedown=\"return AdsClick(35212295)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/index.htm\" title=\"广州市图美广告材料有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/41.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n&lt;\\\\/tr&gt;\\n&lt;\\\\/table&gt;                    &lt;table border=0 cellspacing=0 cellpadding=4&gt;\\r\\n                        &lt;tr&gt;\\r\\n                            &lt;td&gt;&lt;a href=\"https:\\\\/\\\\/edu.51job.com\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\r\\n                        &lt;\\\\/tr&gt;\\r\\n                    &lt;\\\\/table&gt;\\r\\n                                &lt;\\\\/div&gt;',\n",
       " 'is_collapseexpansion': '',\n",
       " 'co_ads': [],\n",
       " 'keyword_recommendation': {'title': '猜你喜欢',\n",
       "  'data_type': '1',\n",
       "  'keyword': '产品经理',\n",
       "  'data': [{'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E9%25AB%2598%25E7%25BA%25A7%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '高级产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621698188489\\x1a\\x1a035c8ff6e86913fe5382ec241c04b5fd\\x1a61.242.54.44\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a高级产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E9%2587%2591%25E8%259E%258D%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '金融产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621698188489\\x1a\\x1a035c8ff6e86913fe5382ec241c04b5fd\\x1a61.242.54.44\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a金融产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E6%2580%25BB%25E7%259B%2591,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '产品总监',\n",
       "    'click': '15\\x1a1\\x1a1621698188489\\x1a\\x1a035c8ff6e86913fe5382ec241c04b5fd\\x1a61.242.54.44\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a产品总监'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621698188489\\x1a\\x1a035c8ff6e86913fe5382ec241c04b5fd\\x1a61.242.54.44\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a互联网产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,APP%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': 'APP产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621698188489\\x1a\\x1a035c8ff6e86913fe5382ec241c04b5fd\\x1a61.242.54.44\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1aAPP产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E7%25A7%25BB%25E5%258A%25A8%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '移动产品经理',\n",
       "    'click': '15\\x1a1\\x1a1621698188489\\x1a\\x1a035c8ff6e86913fe5382ec241c04b5fd\\x1a61.242.54.44\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a移动产品经理'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,0000,01,9,99,%25E4%25BA%25A7%25E5%2593%2581%25E4%25B8%25BB%25E7%25AE%25A1,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '产品主管',\n",
       "    'click': '15\\x1a1\\x1a1621698188489\\x1a\\x1a035c8ff6e86913fe5382ec241c04b5fd\\x1a61.242.54.44\\x1a1\\x1a产品经理\\x1a高级产品经理,金融产品经理,产品总监,互联网产品经理,APP产品经理,移动产品经理,产品主管\\x1a产品主管'}]},\n",
       " 'search_condition': {'lang': 'c',\n",
       "  'keywordtype': '2',\n",
       "  'ord_field': '0',\n",
       "  'jobarea': '030200',\n",
       "  'curr_page': '1',\n",
       "  'district': '000000',\n",
       "  'dibiaoid': '0',\n",
       "  'postchannel': '0000',\n",
       "  'reservechannel': '00000000',\n",
       "  'issuedate': '9',\n",
       "  'providesalary': '99',\n",
       "  'degreefrom': '04',\n",
       "  'companysize': '99',\n",
       "  'cotype': '99',\n",
       "  'workyear': '03',\n",
       "  'industrytype': '01',\n",
       "  'funtype': '0000',\n",
       "  'jobterm': '99',\n",
       "  'keyword': '产品经理',\n",
       "  'welfare': '',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'confirmdate': '9',\n",
       "  'radius': '-1',\n",
       "  'lonlat': '0,0'},\n",
       " 'searched_condition': '产品经理(全文)+广州+计算机软件+3-5年+本科',\n",
       " 'curr_page': '1',\n",
       " 'total_page': '10',\n",
       " 'keyword_ads': [],\n",
       " 'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广州,产品经理,计算机软件招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广州,产品经理,计算机软件招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = eval(__SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'10'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#总页数\n",
    "total_page = results['total_page']\n",
    "total_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,1.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,2.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,3.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,4.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,5.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,6.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,7.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,8.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,9.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04',\n",
       " 'https://search.51job.com/list/030200,000000,0000,01,9,99,%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86,2,10.html?lang=c&stype=1&postchannel=0000&workyear=03&cotype=99°reefrom&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=&degreefrom=04']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#修改链接页数，循环生成URL group\n",
    "url_split = new_url.split(',')\n",
    "page_url_split = new_url.split(',')[8].split('.')\n",
    "\n",
    "url_group = []\n",
    "for i in range(1,int(total_page)+1):\n",
    "    page_url_split[0] = str(i)\n",
    "    url_split[8] = \".\".join(page_url_split)\n",
    "    url_complete = \",\".join(url_split)\n",
    "    url_group.append(url_complete)\n",
    "    \n",
    "url_group"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 获取链接页面内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "for i in (url_group):\n",
    "    r = session.get(i)\n",
    "    __SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "    results = eval(__SEARCH_RESULT__)\n",
    "    df = pd.DataFrame(results['engine_search_result'])[['job_name','company_name','job_href','attribute_text','companyind_text','issuedate']]\n",
    "    list_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>job_name</th>\n",
       "      <th>company_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>issuedate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>年薪27万直播短视频产品经理</td>\n",
       "      <td>道格集团</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-22 14:58:42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广东康云科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13106...</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-22 11:54:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>产品经理b端</td>\n",
       "      <td>广州优盟网络信息有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>深圳云戈科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州新赫铖宇信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13154...</td>\n",
       "      <td>[广州-黄埔区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机服务(系统、数据服务、维修)</td>\n",
       "      <td>2021-05-22 04:00:53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>43</td>\n",
       "      <td>造价预结算顾问（软件产品顾问）</td>\n",
       "      <td>TWO Group</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/130327520...</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-03-28 15:00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>44</td>\n",
       "      <td>可视化开发前端工程师（中科智城）</td>\n",
       "      <td>广州中国科学院软件应用技术研究所</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/12854...</td>\n",
       "      <td>[广州-南沙区, 3-4年经验, 本科, 招2人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-03-25 13:49:19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>45</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>广州中望龙腾软件股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13122...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-21 20:10:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>46</td>\n",
       "      <td>IT产品经理</td>\n",
       "      <td>广州中望龙腾软件股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12848...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-21 20:10:09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>47</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>千音网络科技（广州）有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12839...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-21 09:50:56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>498 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index          job_name      company_name  \\\n",
       "0        0    年薪27万直播短视频产品经理              道格集团   \n",
       "1        1              产品经理        广东康云科技有限公司   \n",
       "2        2            产品经理b端      广州优盟网络信息有限公司   \n",
       "3        3              产品经理        深圳云戈科技有限公司   \n",
       "4        4              产品经理    广州新赫铖宇信息科技有限公司   \n",
       "..     ...               ...               ...   \n",
       "493     43   造价预结算顾问（软件产品顾问）         TWO Group   \n",
       "494     44  可视化开发前端工程师（中科智城）  广州中国科学院软件应用技术研究所   \n",
       "495     45              产品经理    广州中望龙腾软件股份有限公司   \n",
       "496     46            IT产品经理    广州中望龙腾软件股份有限公司   \n",
       "497     47              产品经理    千音网络科技（广州）有限公司   \n",
       "\n",
       "                                              job_href  \\\n",
       "0    https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13213...   \n",
       "1    https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13106...   \n",
       "2    https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13211...   \n",
       "3    https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13211...   \n",
       "4    https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/13154...   \n",
       "..                                                 ...   \n",
       "493  https:\\/\\/jobs.51job.com\\/guangzhou\\/130327520...   \n",
       "494  https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/12854...   \n",
       "495  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/13122...   \n",
       "496  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12848...   \n",
       "497  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12839...   \n",
       "\n",
       "                 attribute_text    companyind_text            issuedate  \n",
       "0    [广州-天河区, 3-4年经验, 本科, 招若干人]          互联网\\/电子商务  2021-05-22 14:58:42  \n",
       "1    [广州-黄埔区, 3-4年经验, 本科, 招若干人]              计算机软件  2021-05-22 11:54:09  \n",
       "2     [广州-天河区, 3-4年经验, 本科, 招1人]              计算机软件  2021-05-22 04:00:53  \n",
       "3     [广州-海珠区, 3-4年经验, 本科, 招1人]              计算机软件  2021-05-22 04:00:53  \n",
       "4     [广州-黄埔区, 3-4年经验, 本科, 招1人]  计算机服务(系统、数据服务、维修)  2021-05-22 04:00:53  \n",
       "..                          ...                ...                  ...  \n",
       "493       [广州, 3-4年经验, 本科, 招1人]              计算机软件  2021-03-28 15:00:01  \n",
       "494   [广州-南沙区, 3-4年经验, 本科, 招2人]              计算机软件  2021-03-25 13:49:19  \n",
       "495  [广州-天河区, 3-4年经验, 本科, 招若干人]              计算机软件  2021-05-21 20:10:09  \n",
       "496   [广州-天河区, 3-4年经验, 本科, 招1人]              计算机软件  2021-05-21 20:10:09  \n",
       "497   [广州-天河区, 3-4年经验, 本科, 招1人]          互联网\\/电子商务  2021-05-21 09:50:56  \n",
       "\n",
       "[498 rows x 7 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_all = pd.concat(list_df).reset_index()\n",
    "df_all"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 存入Excel中"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('51job.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='职位信息表')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 获取详情页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://jobs.51job.com/guangzhou-thq/132133411.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131063715.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132114557.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/132111926.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131549700.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/132082595.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129308251.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/122119090.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129331200.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/128000177.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131075529.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131406609.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127069424.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130184571.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131188625.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129185658.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/132006347.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/127860386.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/130099272.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128201329.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131674857.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131876205.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128765030.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/121391353.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131418420.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/130695390.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-lwq/131364308.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/130922972.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/130436037.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/77667151.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128770639.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128377932.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131981386.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129496792.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/127251229.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131198246.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/124269579.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128917367.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130377143.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/121492831.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/128235862.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/116894730.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https://jobs.51job.com/guangzhou-hzq/125754599.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129188423.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129157296.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130148478.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/122413539.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/foshan-nhq/130531411.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130531031.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131799714.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126724471.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/119261189.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126239923.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125669921.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/126920929.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128247733.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129558502.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129186041.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127807736.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131619699.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131160090.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130345829.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130345828.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129999452.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129814525.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129813948.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129796438.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129796386.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/128226365.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/129795003.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124317512.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/118961355.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131619225.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131618244.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131617435.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/131616744.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124551275.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124227819.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124227814.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124317501.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/124317499.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127719492.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/120265328.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129232711.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126881510.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/121614060.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/122386295.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/121318408.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/121905674.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/53970280.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131192096.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127544223.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/125901400.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/125901546.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/120584239.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/117487017.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128585420.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/120219926.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/124943404.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128786882.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/130857196.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/118237330.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131950160.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/131721417.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127628623.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127628328.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131807502.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-nsq/128389055.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/127386667.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/127385266.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/127120595.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/127120507.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/126582960.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131687602.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/129147010.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/82802515.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129460321.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129606458.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126311967.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/129968843.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/126617139.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125669883.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131203279.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128794034.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/114323160.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/131746312.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hdq/127612524.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/125189910.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131296032.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131365913.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/131365690.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131144255.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/123443362.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/123443150.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/129283670.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/129283276.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131830092.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/117335238.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/129859134.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131284227.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/129894306.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/128446008.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/127336666.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/126920443.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/118160274.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130669880.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/124086195.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/115117787.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/123255511.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/125450465.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/126599879.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-yxq/125317544.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/126802192.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130558546.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hpq/121983558.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou/130327520.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-nsq/128543789.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/131226494.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128483574.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128398635.html?s=sou_sou_soulb&amp;t=0']"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "##修改详情页面链接\n",
    "url_all = list(df_all['job_href'])\n",
    "url_all\n",
    "\n",
    "url_detail = []\n",
    "for i in url_all:\n",
    "    j = i.replace('\\\\',\"\")\n",
    "    url_detail.append(j)\n",
    "url_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位</th>\n",
       "      <th>职位信息</th>\n",
       "      <th>薪资</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[年薪27万直播短视频产品经理]</td>\n",
       "      <td>[1、熟悉直播短视频相关技术和相关产品，分析直播短视频应用和发展趋势，进行直播短视频与企业增...</td>\n",
       "      <td>[20-30万/年]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[产品经理]</td>\n",
       "      <td>[工作职责：, 1、负责产品线平台基线规划、设计及版本实现，跟进产品效果交付及用户业务价值落...</td>\n",
       "      <td>[1-1.5万/月]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[产品经理b端]</td>\n",
       "      <td>[【岗位职责】, 1.参与平台产品业务需求调研分析，理解细化客户需求，提炼价值高的需求并产出...</td>\n",
       "      <td>[1.2-1.8万/月]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[产品经理]</td>\n",
       "      <td>[岗位职责：, 1. 负责电商系统的相关功能与模块的产品设计；, 2. 梳理业务流程，产出需...</td>\n",
       "      <td>[0.8-1.2万/月]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[产品经理]</td>\n",
       "      <td>[岗位职责, 1、负责新业务系统的业务分析、用户需求分析、产品规划及设计等工作；, 2、在分...</td>\n",
       "      <td>[1-1.5万/月]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>[造价预结算顾问（软件产品顾问）]</td>\n",
       "      <td>[Role &amp; Responsibilities工作职责, （After professio...</td>\n",
       "      <td>[1.1-1.7万/月]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>[可视化开发前端工程师（中科智城）]</td>\n",
       "      <td>[岗位职责：, 1、参与公司产品和项目的前端开发工作，特别是大屏展示；, 2、同产品经理、U...</td>\n",
       "      <td>[1-1.5万/月]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>[产品经理]</td>\n",
       "      <td>[岗位职责：, 1、负责产品的需求收集、需求分析、需求编写与产品规划工作；,  2、负责竞品...</td>\n",
       "      <td>[1.2-1.6万/月]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>496</th>\n",
       "      <td>[IT产品经理]</td>\n",
       "      <td>[岗位职责：, 1、负责公司企业级系统规划、产品设计、以及产品上线后续的迭代优化；, 2、收...</td>\n",
       "      <td>[1-1.5万/月]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>497</th>\n",
       "      <td>[产品经理]</td>\n",
       "      <td>[岗位职责, 1. 负责语音社交App需求功能的规划与设计，独立撰写PRD及原型，跟进设计开...</td>\n",
       "      <td>[1-1.5万/月]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>498 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     职位                                               职位信息  \\\n",
       "0      [年薪27万直播短视频产品经理]  [1、熟悉直播短视频相关技术和相关产品，分析直播短视频应用和发展趋势，进行直播短视频与企业增...   \n",
       "1                [产品经理]  [工作职责：, 1、负责产品线平台基线规划、设计及版本实现，跟进产品效果交付及用户业务价值落...   \n",
       "2              [产品经理b端]  [【岗位职责】, 1.参与平台产品业务需求调研分析，理解细化客户需求，提炼价值高的需求并产出...   \n",
       "3                [产品经理]  [岗位职责：, 1. 负责电商系统的相关功能与模块的产品设计；, 2. 梳理业务流程，产出需...   \n",
       "4                [产品经理]  [岗位职责, 1、负责新业务系统的业务分析、用户需求分析、产品规划及设计等工作；, 2、在分...   \n",
       "..                  ...                                                ...   \n",
       "493   [造价预结算顾问（软件产品顾问）]  [Role & Responsibilities工作职责, （After professio...   \n",
       "494  [可视化开发前端工程师（中科智城）]  [岗位职责：, 1、参与公司产品和项目的前端开发工作，特别是大屏展示；, 2、同产品经理、U...   \n",
       "495              [产品经理]  [岗位职责：, 1、负责产品的需求收集、需求分析、需求编写与产品规划工作；,  2、负责竞品...   \n",
       "496            [IT产品经理]  [岗位职责：, 1、负责公司企业级系统规划、产品设计、以及产品上线后续的迭代优化；, 2、收...   \n",
       "497              [产品经理]  [岗位职责, 1. 负责语音社交App需求功能的规划与设计，独立撰写PRD及原型，跟进设计开...   \n",
       "\n",
       "               薪资  \n",
       "0      [20-30万/年]  \n",
       "1      [1-1.5万/月]  \n",
       "2    [1.2-1.8万/月]  \n",
       "3    [0.8-1.2万/月]  \n",
       "4      [1-1.5万/月]  \n",
       "..            ...  \n",
       "493  [1.1-1.7万/月]  \n",
       "494    [1-1.5万/月]  \n",
       "495  [1.2-1.6万/月]  \n",
       "496    [1-1.5万/月]  \n",
       "497    [1-1.5万/月]  \n",
       "\n",
       "[498 rows x 3 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "职位 = []\n",
    "职位信息 = []\n",
    "薪资 = []\n",
    "for i in url_detail:\n",
    "    session = HTMLSession()\n",
    "    r = session.get(i)\n",
    "    职位.append(r.html.xpath('//div[@class=\"cn\"]/h1/@title'))\n",
    "    职位信息.append(r.html.xpath('//div[@class=\"bmsg job_msg inbox\"]/p/text()'))\n",
    "    薪资.append(r.html.xpath('//div[@class=\"cn\"]/strong/text()'))\n",
    "\n",
    "detail = pd.DataFrame({\n",
    "    \"职位\":职位,\n",
    "    \"职位信息\":职位信息,\n",
    "    \"薪资\":薪资,\n",
    "})\n",
    "detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#存入Excel表中\n",
    "with pd.ExcelWriter('51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            detail.to_excel(writer, sheet_name='职位详情')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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